best of ml python

Best-of Machine Learning with Python

? A ranked list of awesome machine learning Python libraries. Updated weekly.

This curated list contains 920 awesome open-source projects with a total of 5M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Machine Learning Frameworks 63 projects
Data Visualization 55 projects
Text Data & NLP 103 projects
Image Data 64 projects
Graph Data 36 projects
Audio Data 29 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 29 projects
Medical Data 19 projects
Tabular Data 6 projects
Optical Character Recognition 12 projects
Data Containers & Structures 1 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 2 projects
Distributed Machine Learning 36 projects
Hyperparameter Optimization & AutoML 52 projects
Reinforcement Learning 23 projects
Recommender Systems 17 projects
Privacy Machine Learning 7 projects
Workflow & Experiment Tracking 40 projects
Model Serialization & Deployment 20 projects
Model Interpretability 55 projects
Vector Similarity Search (ANN) 13 projects
Probabilistics & Statistics 24 projects
Adversarial Robustness 9 projects
GPU & Accelerator Utilities 20 projects
Tensorflow Utilities 16 projects
Jax Utilities 3 projects
Sklearn Utilities 19 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 66 projects

Explanation

??? Combined project-quality score
️ Star count from GitHub
? New project (less than 6 months old)
? Inactive project (6 months no activity)
? Dead project (12 months no activity)
?? Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
?‍ Contributors count from GitHub
? Fork count from GitHub
? Issue count from GitHub
⏱️ Last update timestamp on package manager
? Download count from package manager
? Number of dependent projects
Tensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project
Jax related project

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (?55 · 190K) – An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (?‍ 4.9K · ? 75K · ? 540K · ? 41K – 3% open · ⏱️ 17.07.2025):
```
 git clone https://g**it*hub.com/tensorflow/tensorflow
```
PyPi (? 23M / month · ? 9.1K · ⏱️ 12.03.2025):
```
 pip install tensorflow
```

Conda (? 5.7M · ⏱️ 12.06.2025):

 conda install -c conda-forge tensorflow

Docker Hub (? 80M · 2.8K · ⏱️ 17.07.2025):
```
 docker pull tensorflow/tensorflow
```

PyTorch (?55 · 92K) – Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (?‍ 5.8K · ? 25K · ? 94K · ? 820K · ? 54K – 30% open · ⏱️ 17.07.2025):
```
 git clone https://gith*u*b.c*om/pytorch/pytorch
```
PyPi (? 50M / month · ? 27K · ⏱️ 04.06.2025):
```
 pip install torch
```
Conda (? 28M · ⏱️ 25.03.2025):
```
 conda install -c pytorch pytorch
```

scikit-learn (?53 · 63K) – scikit-learn: machine learning in Python. BSD-3

GitHub (?‍ 3.3K · ? 26K · ? 1.1K · ? 1.3M · ? 12K – 17% open · ⏱️ 16.07.2025):
```
 git clone https://g*it*hu*b.com/scikit-learn/scikit-learn
```
PyPi (? 110M / month · ? 32K · ⏱️ 05.06.2025):
```
 pip install scikit-learn
```

Conda (? 38M · ⏱️ 09.06.2025):

 conda install -c conda-forge scikit-learn

Keras (?47 · 63K) – Deep Learning for humans. Apache-2

GitHub (?‍ 1.4K · ? 20K · ? 13K – 2% open · ⏱️ 17.07.2025):
```
 git clone https://gi**th*ub.com/keras-team/keras
```
PyPi (? 13M / month · ? 1.9K · ⏱️ 19.05.2025):
```
 pip install keras
```
Conda (? 4.2M · ⏱️ 20.05.2025):
```
 conda install -c conda-forge keras
```

jax (?46 · 33K) – Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (?‍ 920 · ? 3.1K · ? 46K · ? 6.4K – 24% open · ⏱️ 17.07.2025):
```
 git clone https://githu*b.co**m/google/jax
```
PyPi (? 9M / month · ? 2.6K · ⏱️ 17.06.2025):
```
 pip install jax
```
Conda (? 2.9M · ⏱️ 31.05.2025):
```
 conda install -c conda-forge jaxlib
```

XGBoost (?46 · 27K) – Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (?‍ 660 · ? 8.8K · ? 18K · ? 170K · ? 5.6K – 8% open · ⏱️ 17.07.2025):
```
 git clone https://gith**ub.co*m/dmlc/xgboost
```
PyPi (? 26M / month · ? 2.5K · ⏱️ 25.05.2025):
```
 pip install xgboost
```
Conda (? 6.3M · ⏱️ 26.05.2025):
```
 conda install -c conda-forge xgboost
```

PaddlePaddle (?46 · 23K · ?) – PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (?‍ 1.4K · ? 5.8K · ? 15K · ? 8.6K · ? 20K – 9% open · ⏱️ 17.07.2025):
```
 git clone https://gith*ub**.com/PaddlePaddle/Paddle
```
PyPi (? 480K / month · ? 240 · ⏱️ 29.06.2025):
```
 pip install paddlepaddle
```

PySpark (?44 · 41K) – Apache Spark Python API. Apache-2

GitHub (?‍ 3.3K · ? 29K · ⏱️ 17.07.2025):
```
 git clone https://git*h*ub.*com/apache/spark
```
PyPi (? 43M / month · ? 1.9K · ⏱️ 14.07.2025):
```
 pip install pyspark
```
Conda (? 4.1M · ⏱️ 23.05.2025):
```
 conda install -c conda-forge pyspark
```

pytorch-lightning (?44 · 30K) – Pretrain, finetune ANY AI model of ANY size on.. Apache-2

GitHub (?‍ 1K · ? 3.5K · ? 14K · ? 48K · ? 7.4K – 13% open · ⏱️ 17.07.2025):
```
 git clone https://gith**ub.com*/Lightning-AI/lightning
```
PyPi (? 11M / month · ? 1.7K · ⏱️ 20.06.2025):
```
 pip install pytorch-lightning
```

Conda (? 1.6M · ⏱️ 21.06.2025):

 conda install -c conda-forge pytorch-lightning

StatsModels (?44 · 11K) – Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (?‍ 460 · ? 3.3K · ? 35 · ? 180K · ? 5.8K – 50% open · ⏱️ 17.07.2025):
```
 git clone https://*gi*thub.com*/statsmodels/statsmodels
```
PyPi (? 18M / month · ? 5.6K · ⏱️ 07.07.2025):
```
 pip install statsmodels
```

Conda (? 20M · ⏱️ 07.07.2025):

 conda install -c conda-forge statsmodels

LightGBM (?42 · 17K) – A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (?‍ 330 · ? 3.9K · ? 300K · ? 55K · ? 3.6K – 12% open · ⏱️ 15.07.2025):
```
 git clone https://g*ithu*b*.com/microsoft/LightGBM
```
PyPi (? 10M / month · ? 1.4K · ⏱️ 15.02.2025):
```
 pip install lightgbm
```
Conda (? 3.8M · ⏱️ 31.05.2025):
```
 conda install -c conda-forge lightgbm
```

Catboost (?42 · 8.5K) – A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (?‍ 1.3K · ? 1.2K · ? 410K · ? 19 · ? 2.5K – 25% open · ⏱️ 16.07.2025):
```
 git clone https://git*hu*b.*com/catboost/catboost
```
PyPi (? 2.8M / month · ? 650 · ⏱️ 13.04.2025):
```
 pip install catboost
```
Conda (? 2.1M · ⏱️ 19.05.2025):
```
 conda install -c conda-forge catboost
```

Fastai (?41 · 27K) – The fastai deep learning library. Apache-2

GitHub (?‍ 670 · ? 7.6K · ? 23K · ? 1.8K – 13% open · ⏱️ 05.06.2025):
```
 git clone https://g*i*thub*.com/fastai/fastai
```
PyPi (? 530K / month · ? 330 · ⏱️ 24.05.2025):
```
 pip install fastai
```

PyFlink (?39 · 25K) – Apache Flink Python API. Apache-2

GitHub (?‍ 2K · ? 14K · ? 21 · ⏱️ 17.07.2025):
```
 git clone https://githu**b.co*m/apache/flink
```
PyPi (? 470K / month · ? 36 · ⏱️ 07.07.2025):
```
 pip install apache-flink
```

ivy (?37 · 14K) – Convert Machine Learning Code Between Frameworks. Apache-2

GitHub (?‍ 1.5K · ? 5.6K · ? 17K – 5% open · ⏱️ 16.07.2025):
```
 git clone https://github.*c*o*m/unifyai/ivy
```
PyPi (? 14K / month · ? 16 · ⏱️ 16.06.2025):
```
 pip install ivy
```

einops (?37 · 9K) – Flexible and powerful tensor operations for readable and reliable code (for.. MIT

GitHub (?‍ 33 · ? 370 · ? 80K · ? 200 – 17% open · ⏱️ 25.04.2025):
```
 git clone https://gi*th*ub.co*m/arogozhnikov/einops
```
PyPi (? 10M / month · ? 2.6K · ⏱️ 09.02.2025):
```
 pip install einops
```
Conda (? 410K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge einops
```

Flax (?37 · 6.7K) – Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (?‍ 270 · ? 720 · ? 61 · ? 15K · ? 1.2K – 33% open · ⏱️ 16.07.2025):
```
 git clone https://*gith*u*b.com/google/flax
```
PyPi (? 1.4M / month · ? 660 · ⏱️ 02.07.2025):
```
 pip install flax
```
Conda (? 110K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge flax
```

Ignite (?36 · 4.7K) – High-level library to help with training and evaluating neural.. BSD-3

GitHub (?‍ 910 · ? 650 · ? 3.9K · ? 1.4K – 11% open · ⏱️ 07.07.2025):
```
 git clone https://githu*b*.c*om/pytorch/ignite
```
PyPi (? 120K / month · ? 110 · ⏱️ 17.07.2025):
```
 pip install pytorch-ignite
```
Conda (? 240K · ⏱️ 30.03.2025):
```
 conda install -c pytorch ignite
```

Thinc (?35 · 2.9K) – A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (?‍ 67 · ? 280 · ? 1.9K · ? 70K · ? 150 – 12% open · ⏱️ 07.03.2025):
```
 git clone https://g*i*t*hub.com/explosion/thinc
```
PyPi (? 11M / month · ? 160 · ⏱️ 04.04.2025):
```
 pip install thinc
```
Conda (? 3.6M · ⏱️ 06.07.2025):
```
 conda install -c conda-forge thinc
```

Jina (?34 · 22K) – Build multimodal AI applications with cloud-native stack. Apache-2

GitHub (?‍ 180 · ? 2.2K · ? 1.9K – 0% open · ⏱️ 24.03.2025):
```
 git clone https://*git*hub.c*om/jina-ai/jina
```
PyPi (? 44K / month · ? 29 · ⏱️ 24.03.2025):
```
 pip install jina
```

Conda (? 100K · ⏱️ 22.04.2025):

 conda install -c conda-forge jina-core

Docker Hub (? 1.8M · 8 · ⏱️ 24.03.2025):
```
 docker pull jinaai/jina
```

mlpack (?33 · 5.4K) – mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub (?‍ 330 · ? 1.7K · ? 1.7K – 1% open · ⏱️ 28.06.2025):
```
 git clone https://gi*t*h*ub.com/mlpack/mlpack
```
PyPi (? 3.5K / month · ? 6 · ⏱️ 22.05.2025):
```
 pip install mlpack
```
Conda (? 380K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge mlpack
```

Ludwig (?32 · 12K · ?) – Low-code framework for building custom LLMs, neural networks,.. Apache-2

GitHub (?‍ 160 · ? 1.2K · ? 320 · ? 1.1K – 4% open · ⏱️ 17.10.2024):
```
 git clone https://git*hu**b.com/ludwig-ai/ludwig
```
PyPi (? 1.9K / month · ? 6 · ⏱️ 30.07.2024):
```
 pip install ludwig
```

Vowpal Wabbit (?32 · 8.6K · ?) – Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (?‍ 340 · ? 1.9K · ? 2 · ? 1.3K – 11% open · ⏱️ 01.08.2024):
```
 git clone https://gith*ub.c**om/VowpalWabbit/vowpal_wabbit
```
PyPi (? 24K / month · ? 40 · ⏱️ 08.08.2024):
```
 pip install vowpalwabbit
```

Conda (? 380K · ⏱️ 22.04.2025):

 conda install -c conda-forge vowpalwabbit

Haiku (?32 · 3.1K) – JAX-based neural network library. Apache-2

GitHub (?‍ 89 · ? 250 · ? 2.5K · ? 250 – 29% open · ⏱️ 13.07.2025):
```
 git clone https://*git*h*ub.com/deepmind/dm-haiku
```
PyPi (? 170K / month · ? 190 · ⏱️ 22.04.2025):
```
 pip install dm-haiku
```
Conda (? 37K · ⏱️ 23.04.2025):
```
 conda install -c conda-forge dm-haiku
```

Sonnet (?31 · 9.9K) – TensorFlow-based neural network library. Apache-2

GitHub (?‍ 61 · ? 1.3K · ? 1.5K · ? 190 – 16% open · ⏱️ 09.06.2025):
```
 git clone https://gi*t*hub.c*om/deepmind/sonnet
```
PyPi (? 20K / month · ? 19 · ⏱️ 02.01.2024):
```
 pip install dm-sonnet
```
Conda (? 44K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge sonnet
```

skorch (?31 · 6.1K) – A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (?‍ 67 · ? 390 · ? 1.7K · ? 540 – 12% open · ⏱️ 26.06.2025):
```
 git clone https://github.c*o**m/skorch-dev/skorch
```
PyPi (? 110K / month · ? 94 · ⏱️ 10.01.2025):
```
 pip install skorch
```
Conda (? 800K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge skorch
```

tensorflow-upstream (?31 · 690) – TensorFlow ROCm port. Apache-2

GitHub (?‍ 4.9K · ? 99 · ? 30 · ? 390 – 2% open · ⏱️ 14.07.2025):
```
 git clone https://gi*thub.**com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (? 4.5K / month · ? 9 · ⏱️ 10.01.2024):
```
 pip install tensorflow-rocm
```

Geomstats (?28 · 1.4K) – Computations and statistics on manifolds with geometric structures. MIT

GitHub (?‍ 95 · ? 260 · ? 150 · ? 570 – 36% open · ⏱️ 22.05.2025):
```
 git clone https://gi*th*u*b.com/geomstats/geomstats
```
PyPi (? 4.8K / month · ? 12 · ⏱️ 09.09.2024):
```
 pip install geomstats
```

Conda (? 7.2K · ⏱️ 22.04.2025):

 conda install -c conda-forge geomstats

NuPIC (?27 · 6.4K · ?) – Numenta Platform for Intelligent Computing is an implementation of.. MIT

GitHub (?‍ 120 · ? 1.6K · ? 23 · ? 21 · ? 1.8K – 25% open · ⏱️ 03.12.2024):
```
 git clone https://g*i*thub.com*/numenta/nupic
```
PyPi (? 740 / month · ⏱️ 01.09.2016):
```
 pip install nupic
```

Determined (?27 · 3.2K) – Determined is an open-source machine learning platform.. Apache-2

GitHub (?‍ 120 · ? 360 · ? 14K · ? 450 – 22% open · ⏱️ 20.03.2025):
```
 git clone https://gi**t*hub.com/determined-ai/determined
```
PyPi (? 20K / month · ? 4 · ⏱️ 19.03.2025):
```
 pip install determined
```

Neural Network Libraries (?26 · 2.8K) – Neural Network Libraries. Apache-2

GitHub (?‍ 76 · ? 330 · ? 1K · ? 95 – 36% open · ⏱️ 30.06.2025):
```
 git clone https://g**ithub*.com/sony/nnabla
```
PyPi (? 2.5K / month · ? 44 · ⏱️ 29.05.2024):
```
 pip install nnabla
```

ktrain (?26 · 1.3K · ?) – ktrain is a Python library that makes deep learning and AI.. Apache-2

GitHub (?‍ 17 · ? 270 · ? 580 · ? 500 – 0% open · ⏱️ 09.07.2024):
```
 git clone https://gi*thu*b*.com/amaiya/ktrain
```
PyPi (? 3.3K / month · ? 4 · ⏱️ 19.06.2024):
```
 pip install ktrain
```

pyRiemann (?26 · 680) – Machine learning for multivariate data through the Riemannian.. BSD-3

GitHub (?‍ 37 · ? 170 · ? 480 · ? 110 – 2% open · ⏱️ 02.07.2025):
```
 git clone https://github**.*com/pyRiemann/pyRiemann
```
PyPi (? 34K / month · ? 28 · ⏱️ 12.02.2025):
```
 pip install pyriemann
```

Conda (? 14K · ⏱️ 22.04.2025):

 conda install -c conda-forge pyriemann

Towhee (?23 · 3.4K · ?) – Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (?‍ 38 · ? 260 · ? 2.7K · ? 670 – 0% open · ⏱️ 18.10.2024):
```
 git clone https://github*.c**om/towhee-io/towhee
```
PyPi (? 1.9K / month · ⏱️ 04.12.2023):
```
 pip install towhee
```

fklearn (?21 · 1.5K · ?) – fklearn: Functional Machine Learning. Apache-2

GitHub (?‍ 56 · ? 170 · ? 64 – 60% open · ⏱️ 23.04.2025):
```
 git clone https://gith*u*b*.com/nubank/fklearn
```
PyPi (? 1.4K / month · ⏱️ 26.02.2025):
```
 pip install fklearn
```

Runhouse (?20 · 1K) – Distribute and run AI workloads magically in Python, like PyTorch for.. Apache-2

GitHub (?‍ 16 · ? 37 · ? 79 · ? 52 – 19% open · ⏱️ 15.07.2025):
```
 git clone https://gi*t*hub*.com/run-house/runhouse
```
PyPi (? 5.5K / month · ? 1 · ⏱️ 10.03.2025):
```
 pip install runhouse
```

NeoML (?20 · 780) – Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (?‍ 40 · ? 130 · ? 2 · ? 91 – 40% open · ⏱️ 15.07.2025):
```
 git clone https://**github.co*m/neoml-lib/neoml
```
PyPi (? 260 / month · ⏱️ 26.12.2023):
```
 pip install neoml
```

chefboost (?19 · 480) – A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (?‍ 7 · ? 100 · ? 72 · ⏱️ 09.07.2025):

 git clone https://gith*u*b.c*om/serengil/chefboost

PyPi (? 480 / month · ⏱️ 30.10.2024):
```
 pip install chefboost
```

ThunderGBM (?17 · 700) – ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (?‍ 12 · ? 87 · ? 4 · ? 81 – 48% open · ⏱️ 19.03.2025):
```
 git clone https://githu*b*.*com/Xtra-Computing/thundergbm
```
PyPi (? 150 / month · ⏱️ 19.09.2022):
```
 pip install thundergbm
```

Show 24 hidden projects…

dlib (?40 · 14K) – A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
MXNet (?38 · 21K · ?) – Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
Theano (?37 · 10K · ?) – Theano was a Python library that allows you to define, optimize, and.. BSD-3
MindsDB (?33 · 35K) – AIs query engine – Platform for building AI that can answer.. ❗️ICU
Chainer (?33 · 5.9K · ?) – A flexible framework of neural networks for deep learning. MIT
Turi Create (?32 · 11K · ?) – Turi Create simplifies the development of custom machine.. BSD-3
tensorpack (?32 · 6.3K · ?) – A Neural Net Training Interface on TensorFlow, with.. Apache-2
TFlearn (?31 · 9.6K · ?) – Deep learning library featuring a higher-level API for TensorFlow. MIT
dyNET (?31 · 3.4K · ?) – DyNet: The Dynamic Neural Network Toolkit. Apache-2
CNTK (?29 · 18K · ?) – Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
Lasagne (?28 · 3.9K · ?) – Lightweight library to build and train neural networks in Theano. MIT
EvaDB (?27 · 2.7K · ?) – Database system for AI-powered apps. Apache-2
SHOGUN (?26 · 3.1K · ?) – Unified and efficient Machine Learning. BSD-3
xLearn (?24 · 3.1K · ?) – High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
neon (?22 · 3.9K · ?) – Intel Nervana reference deep learning framework committed to best.. Apache-2
NeuPy (?22 · 740 · ?) – NeuPy is a Tensorflow based python library for prototyping and building.. MIT
mace (?21 · 5K · ?) – MACE is a deep learning inference framework optimized for mobile.. Apache-2
Neural Tangents (?21 · 2.4K · ?) – Fast and Easy Infinite Neural Networks in Python. Apache-2
ThunderSVM (?21 · 1.6K · ?) – ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
Torchbearer (?21 · 640 · ?) – torchbearer: A model fitting library for PyTorch. MIT
Objax (?19 · 770 · ?) – Objax is a machine learning framework that provides an Object.. Apache-2
elegy (?19 · 470 · ?) – A High Level API for Deep Learning in JAX. MIT
StarSpace (?16 · 4K · ?) – Learning embeddings for classification, retrieval and ranking. MIT
nanodl (?13 · 290 · ?) – A Jax-based library for building transformers, includes.. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (?49 · 21K) – matplotlib: plotting with Python. ❗Unlicensed

GitHub (?‍ 1.8K · ? 7.9K · ? 1.8M · ? 11K – 14% open · ⏱️ 15.07.2025):
```
 git clone https://gith*ub.c*o*m/matplotlib/matplotlib
```
PyPi (? 93M / month · ? 60K · ⏱️ 08.05.2025):
```
 pip install matplotlib
```

Conda (? 31M · ⏱️ 15.05.2025):

 conda install -c conda-forge matplotlib

Plotly (?47 · 17K) – The interactive graphing library for Python. MIT

GitHub (?‍ 290 · ? 2.7K · ? 400 · ? 450K · ? 3.2K – 20% open · ⏱️ 16.07.2025):
```
 git clone https://*githu**b.com/plotly/plotly.py
```
PyPi (? 27M / month · ? 8.6K · ⏱️ 26.06.2025):
```
 pip install plotly
```
Conda (? 10M · ⏱️ 27.06.2025):
```
 conda install -c conda-forge plotly
```
npm (? 3.7K / month · ? 9 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

dash (?46 · 23K) – Data Apps & Dashboards for Python. No JavaScript Required. MIT

GitHub (?‍ 190 · ? 2.2K · ? 90 · ? 89K · ? 2K – 27% open · ⏱️ 17.07.2025):
```
 git clone https://gi*t*hub.c*om/plotly/dash
```
PyPi (? 5.1M / month · ? 1.7K · ⏱️ 30.06.2025):
```
 pip install dash
```
Conda (? 1.9M · ⏱️ 10.07.2025):
```
 conda install -c conda-forge dash
```

Bokeh (?44 · 20K) – Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (?‍ 710 · ? 4.2K · ? 100K · ? 8K – 10% open · ⏱️ 16.07.2025):
```
 git clone https://git*h*u*b.com/bokeh/bokeh
```
PyPi (? 4.2M / month · ? 2K · ⏱️ 05.06.2025):
```
 pip install bokeh
```
Conda (? 17M · ⏱️ 12.05.2025):
```
 conda install -c conda-forge bokeh
```

Seaborn (?42 · 13K) – Statistical data visualization in Python. BSD-3

GitHub (?‍ 220 · ? 2K · ? 500 · ? 690K · ? 2.6K – 6% open · ⏱️ 10.07.2025):
```
 git clone https://gi*th*ub.co*m/mwaskom/seaborn
```
PyPi (? 26M / month · ? 11K · ⏱️ 25.01.2024):
```
 pip install seaborn
```
Conda (? 14M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge seaborn
```

Altair (?41 · 9.9K) – Declarative visualization library for Python. BSD-3

GitHub (?‍ 180 · ? 800 · ? 260 · ? 240K · ? 2.1K – 6% open · ⏱️ 16.07.2025):
```
 git clone https://*g*ithub.co*m/altair-viz/altair
```
PyPi (? 30M / month · ? 920 · ⏱️ 23.11.2024):
```
 pip install altair
```
Conda (? 2.8M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge altair
```

FiftyOne (?39 · 9.7K) – Visualize, create, and debug image and video datasets.. Apache-2

GitHub (?‍ 160 · ? 650 · ? 1K · ? 1.7K – 34% open · ⏱️ 16.07.2025):
```
 git clone https://gi*thub*.c*om/voxel51/fiftyone
```
PyPi (? 110K / month · ? 31 · ⏱️ 01.07.2025):
```
 pip install fiftyone
```

HoloViews (?39 · 2.8K) – With Holoviews, your data visualizes itself. BSD-3

GitHub (?‍ 150 · ? 410 · ? 16K · ? 3.4K – 31% open · ⏱️ 10.07.2025):
```
 git clone https://gi*t*hub.c*om/holoviz/holoviews
```
PyPi (? 740K / month · ? 440 · ⏱️ 25.06.2025):
```
 pip install holoviews
```

Conda (? 2.1M · ⏱️ 25.06.2025):

 conda install -c conda-forge holoviews

npm (? 260 / month · ? 7 · ⏱️ 20.06.2025):
```
 npm install @pyviz/jupyterlab_pyviz
```

PyVista (?38 · 3.2K) – 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (?‍ 180 · ? 580 · ? 930 · ? 5.1K · ? 1.9K – 36% open · ⏱️ 16.07.2025):
```
 git clone https://g*ith*ub.co*m/pyvista/pyvista
```
PyPi (? 570K / month · ? 760 · ⏱️ 16.07.2025):
```
 pip install pyvista
```
Conda (? 730K · ⏱️ 17.07.2025):
```
 conda install -c conda-forge pyvista
```

PyQtGraph (?37 · 4.1K) – Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (?‍ 300 · ? 1.1K · ? 13K · ? 1.4K – 32% open · ⏱️ 27.06.2025):
```
 git clone https://g*ith*ub.c*om/pyqtgraph/pyqtgraph
```
PyPi (? 450K / month · ? 1K · ⏱️ 29.04.2024):
```
 pip install pyqtgraph
```

Conda (? 770K · ⏱️ 22.04.2025):

 conda install -c conda-forge pyqtgraph

Graphviz (?37 · 1.7K) – Simple Python interface for Graphviz. MIT

GitHub (?‍ 24 · ? 220 · ? 93K · ? 190 – 6% open · ⏱️ 15.06.2025):
```
 git clone https://g**it*hub.com/xflr6/graphviz
```
PyPi (? 23M / month · ? 3.2K · ⏱️ 15.06.2025):
```
 pip install graphviz
```

Conda (? 56K · ⏱️ 22.04.2025):

 conda install -c anaconda python-graphviz

pandas-profiling (?36 · 13K) – 1 Line of code data quality profiling & exploratory.. MIT

GitHub (?‍ 140 · ? 1.7K · ? 400 · ? 6.9K · ? 840 – 30% open · ⏱️ 26.03.2025):
```
 git clone https://git*hu*b.c*om/ydataai/pandas-profiling
```
PyPi (? 350K / month · ? 180 · ⏱️ 03.02.2023):
```
 pip install pandas-profiling
```

Conda (? 530K · ⏱️ 22.04.2025):

 conda install -c conda-forge pandas-profiling

plotnine (?36 · 4.3K) – A Grammar of Graphics for Python. MIT

GitHub (?‍ 110 · ? 240 · ? 13K · ? 730 – 10% open · ⏱️ 15.07.2025):
```
 git clone https://gith*ub.*com*/has2k1/plotnine
```
PyPi (? 2M / month · ? 400 · ⏱️ 15.07.2025):
```
 pip install plotnine
```
Conda (? 490K · ⏱️ 15.07.2025):
```
 conda install -c conda-forge plotnine
```

pyecharts (?35 · 15K) – Python Echarts Plotting Library. MIT

GitHub (?‍ 45 · ? 2.9K · ? 74 · ? 5.5K · ? 1.9K – 0% open · ⏱️ 26.01.2025):
```
 git clone https://*g*i*thub.com/pyecharts/pyecharts
```
PyPi (? 280K / month · ? 220 · ⏱️ 24.01.2025):
```
 pip install pyecharts
```

VisPy (?35 · 3.5K) – High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (?‍ 210 · ? 620 · ? 2.1K · ? 1.5K – 25% open · ⏱️ 15.07.2025):

下载源码

从 GitHub 克隆

通过命令行克隆项目:

git clone https://github.com/lukasmasuch/best-of-ml-python.git